diff --git a/public/content/page/about.mdx b/public/content/page/about.mdx
index 524a92b..a66ddf1 100644
--- a/public/content/page/about.mdx
+++ b/public/content/page/about.mdx
@@ -7,7 +7,7 @@ sections:
   - title: Team
     body: "This project is a collaboration between [Rural Advancement Foundation International-USA](https://www.rafiusa.org/) (RAFI-USA) and the [Open Spatial Lab](https://datascience.uchicago.edu/research/open-spatial-lab/) at the [Data Science Institute at the University of Chicago](https://datascience.uchicago.edu/). It is made possible by the generous support of the Robert Wood Johnson Foundation.\n\nThe project team includes:\_\n\n* Aaron Johnson, Policy Co-Director, RAFI\n* Melanie Canales, Challenging Corporate Power Project Manager, RAFI\n* David Uminsky, Executive Director, University of Chicago DSI\n* Susan Paykin, Program Lead, University of Chicago DSI Open Spatial Lab\n* Dylan Halpern Technical Lead, University Chicago DSI Open Spatial Lab\n"
   - title: Citation
-    body: "Please cite data, visualizations, and findings from this project as:\n\nHalpern, D., Paykin, S., Johnson, A., & Canales, M. (2024). Grocery Gap Atlas (1.0). Zenodo.\_[https://doi.org/10.5281/zenodo.12725833](https://doi.org/10.5281/zenodo.12725833)\n\n\\[!\\[DOI]\\([https://zenodo.org/badge/DOI/10.5281/zenodo.12725833.svg)\\](https://doi.org/10.5281/zenodo.12725833](https://zenodo.org/badge/DOI/10.5281/zenodo.12725833.svg\\)]\\(https://doi.org/10.5281/zenodo.12725833))\n"
+    body: "Please cite data, visualizations, and findings from this project as:\n\nHalpern, D., Paykin, S., Johnson, A., & Canales, M. (2024). Grocery Gap Atlas (1.0). Zenodo.\_[https://doi.org/10.5281/zenodo.12725833](https://doi.org/10.5281/zenodo.12725833)\n"
   - title: License
     body: >
       The Grocery Gap Atlas and all associated outputs are licensed under the
@@ -26,6 +26,6 @@ This project, *Grocery Gap Atlas*, visualizes data to help explore and find answ
 
 ***
 
-This project is a collaboration between [Rural Advancement Foundation International-USA](https://www.rafiusa.org/) (RAFI-USA) and the [Open Spatial Lab](https://datascience.uchicago.edu/research/open-spatial-lab/) at the [Data Science Institute at the University of Chicago](https://datascience.uchicago.edu/). 
+This project is a collaboration between [Rural Advancement Foundation International-USA](https://www.rafiusa.org/) (RAFI-USA) and the [Open Spatial Lab](https://datascience.uchicago.edu/research/open-spatial-lab/) at the [Data Science Institute at the University of Chicago](https://datascience.uchicago.edu/).
 
 Support for this project was provided by the Robert Wood Johnson Foundation. The views expressed here do not necessarily reflect the views of the Foundation.